Table 2.
Evaluation of predicting fine-grained VO2max in the present and the future with the Fenland II repeats cohort using covariates of Fenland I.
Outcomes | Evaluation Metrics [95% CI] | N (train+val/test set) | ||
---|---|---|---|---|
R2 | Corr | RMSE | ||
Wearable Sensors + RHR + Anthro. | ||||
Current VO2max | 0.652 [0.606–0.695] | 0.815 [0.783–0.846] | 2.959 [2.742–3.201] | |
Future VO2max | 0.499 [0.431–0.55] | 0.721 [0.67–0.759] | 3.673 [3.421–3.916] | 2675 (2140/535) |
Delta (Current - Future)* | 0.081 [0.02–0.078] | 0.233 [0.159–0.307] | 3.175 [2.923–3.41] |
Dense model results. (*the Delta outcome is in a different unit and hence a direct comparison with raw VO2max results might not apply).